001/* 002 * Licensed to the Apache Software Foundation (ASF) under one 003 * or more contributor license agreements. See the NOTICE file 004 * distributed with this work for additional information 005 * regarding copyright ownership. The ASF licenses this file 006 * to you under the Apache License, Version 2.0 (the 007 * "License"); you may not use this file except in compliance 008 * with the License. You may obtain a copy of the License at 009 * 010 * http://www.apache.org/licenses/LICENSE-2.0 011 * 012 * Unless required by applicable law or agreed to in writing, software 013 * distributed under the License is distributed on an "AS IS" BASIS, 014 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 015 * See the License for the specific language governing permissions and 016 * limitations under the License. 017 */ 018package org.apache.hadoop.hbase.mapreduce; 019 020import java.io.IOException; 021import java.text.ParseException; 022import java.text.SimpleDateFormat; 023import java.util.ArrayList; 024import java.util.Collections; 025import java.util.HashSet; 026import java.util.List; 027import java.util.Map; 028import java.util.Set; 029import java.util.TreeMap; 030import org.apache.hadoop.conf.Configuration; 031import org.apache.hadoop.conf.Configured; 032import org.apache.hadoop.fs.Path; 033import org.apache.hadoop.hbase.Cell; 034import org.apache.hadoop.hbase.CellUtil; 035import org.apache.hadoop.hbase.ExtendedCell; 036import org.apache.hadoop.hbase.HBaseConfiguration; 037import org.apache.hadoop.hbase.PrivateCellUtil; 038import org.apache.hadoop.hbase.TableName; 039import org.apache.hadoop.hbase.client.Connection; 040import org.apache.hadoop.hbase.client.ConnectionFactory; 041import org.apache.hadoop.hbase.client.Delete; 042import org.apache.hadoop.hbase.client.Mutation; 043import org.apache.hadoop.hbase.client.Put; 044import org.apache.hadoop.hbase.client.RegionLocator; 045import org.apache.hadoop.hbase.client.Table; 046import org.apache.hadoop.hbase.io.ImmutableBytesWritable; 047import org.apache.hadoop.hbase.mapreduce.HFileOutputFormat2.TableInfo; 048import org.apache.hadoop.hbase.regionserver.wal.WALCellCodec; 049import org.apache.hadoop.hbase.snapshot.SnapshotRegionLocator; 050import org.apache.hadoop.hbase.util.Bytes; 051import org.apache.hadoop.hbase.util.EnvironmentEdgeManager; 052import org.apache.hadoop.hbase.util.MapReduceExtendedCell; 053import org.apache.hadoop.hbase.wal.WALEdit; 054import org.apache.hadoop.hbase.wal.WALEditInternalHelper; 055import org.apache.hadoop.hbase.wal.WALKey; 056import org.apache.hadoop.mapreduce.Job; 057import org.apache.hadoop.mapreduce.Mapper; 058import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; 059import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; 060import org.apache.hadoop.util.Tool; 061import org.apache.hadoop.util.ToolRunner; 062import org.apache.yetus.audience.InterfaceAudience; 063import org.slf4j.Logger; 064import org.slf4j.LoggerFactory; 065 066/** 067 * A tool to replay WAL files as a M/R job. The WAL can be replayed for a set of tables or all 068 * tables, and a time range can be provided (in milliseconds). The WAL is filtered to the passed set 069 * of tables and the output can optionally be mapped to another set of tables. WAL replay can also 070 * generate HFiles for later bulk importing, in that case the WAL is replayed for a single table 071 * only. 072 */ 073@InterfaceAudience.Public 074public class WALPlayer extends Configured implements Tool { 075 private static final Logger LOG = LoggerFactory.getLogger(WALPlayer.class); 076 final static String NAME = "WALPlayer"; 077 public final static String BULK_OUTPUT_CONF_KEY = "wal.bulk.output"; 078 public final static String TABLES_KEY = "wal.input.tables"; 079 public final static String TABLE_MAP_KEY = "wal.input.tablesmap"; 080 public final static String INPUT_FILES_SEPARATOR_KEY = "wal.input.separator"; 081 public final static String IGNORE_MISSING_FILES = "wal.input.ignore.missing.files"; 082 public final static String MULTI_TABLES_SUPPORT = "wal.multi.tables.support"; 083 084 protected static final String tableSeparator = ";"; 085 086 private final static String JOB_NAME_CONF_KEY = "mapreduce.job.name"; 087 088 public WALPlayer() { 089 } 090 091 protected WALPlayer(final Configuration c) { 092 super(c); 093 } 094 095 /** 096 * A mapper that just writes out KeyValues. This one can be used together with 097 * {@link CellSortReducer} 098 */ 099 static class WALKeyValueMapper extends Mapper<WALKey, WALEdit, ImmutableBytesWritable, Cell> { 100 private Set<String> tableSet = new HashSet<String>(); 101 private boolean multiTableSupport = false; 102 103 @Override 104 public void map(WALKey key, WALEdit value, Context context) throws IOException { 105 try { 106 // skip all other tables 107 TableName table = key.getTableName(); 108 if (tableSet.contains(table.getNameAsString())) { 109 for (Cell cell : value.getCells()) { 110 if (WALEdit.isMetaEditFamily(cell)) { 111 continue; 112 } 113 114 // Set sequenceId from WALKey, since it is not included by WALCellCodec. The sequenceId 115 // on WALKey is the same value that was on the cells in the WALEdit. This enables 116 // CellSortReducer to use sequenceId to disambiguate duplicate cell timestamps. 117 // See HBASE-27649 118 PrivateCellUtil.setSequenceId(cell, key.getSequenceId()); 119 120 byte[] outKey = multiTableSupport 121 ? Bytes.add(table.getName(), Bytes.toBytes(tableSeparator), CellUtil.cloneRow(cell)) 122 : CellUtil.cloneRow(cell); 123 context.write(new ImmutableBytesWritable(outKey), 124 new MapReduceExtendedCell(PrivateCellUtil.ensureExtendedCell(cell))); 125 } 126 } 127 } catch (InterruptedException e) { 128 LOG.error("Interrupted while emitting Cell", e); 129 Thread.currentThread().interrupt(); 130 } 131 } 132 133 @Override 134 public void setup(Context context) throws IOException { 135 Configuration conf = context.getConfiguration(); 136 String[] tables = conf.getStrings(TABLES_KEY); 137 this.multiTableSupport = conf.getBoolean(MULTI_TABLES_SUPPORT, false); 138 Collections.addAll(tableSet, tables); 139 } 140 } 141 142 /** 143 * Enum for map metrics. Keep it out here rather than inside in the Map inner-class so we can find 144 * associated properties. 145 */ 146 protected static enum Counter { 147 /** Number of aggregated writes */ 148 PUTS, 149 /** Number of aggregated deletes */ 150 DELETES, 151 CELLS_READ, 152 CELLS_WRITTEN, 153 WALEDITS 154 } 155 156 /** 157 * A mapper that writes out {@link Mutation} to be directly applied to a running HBase instance. 158 */ 159 protected static class WALMapper 160 extends Mapper<WALKey, WALEdit, ImmutableBytesWritable, Mutation> { 161 private Map<TableName, TableName> tables = new TreeMap<>(); 162 163 @Override 164 public void map(WALKey key, WALEdit value, Context context) throws IOException { 165 context.getCounter(Counter.WALEDITS).increment(1); 166 try { 167 if (tables.isEmpty() || tables.containsKey(key.getTableName())) { 168 TableName targetTable = 169 tables.isEmpty() ? key.getTableName() : tables.get(key.getTableName()); 170 ImmutableBytesWritable tableOut = new ImmutableBytesWritable(targetTable.getName()); 171 Put put = null; 172 Delete del = null; 173 ExtendedCell lastCell = null; 174 for (ExtendedCell cell : WALEditInternalHelper.getExtendedCells(value)) { 175 context.getCounter(Counter.CELLS_READ).increment(1); 176 // Filtering WAL meta marker entries. 177 if (WALEdit.isMetaEditFamily(cell)) { 178 continue; 179 } 180 // Allow a subclass filter out this cell. 181 if (filter(context, cell)) { 182 // A WALEdit may contain multiple operations (HBASE-3584) and/or 183 // multiple rows (HBASE-5229). 184 // Aggregate as much as possible into a single Put/Delete 185 // operation before writing to the context. 186 if ( 187 lastCell == null || lastCell.getTypeByte() != cell.getTypeByte() 188 || !CellUtil.matchingRows(lastCell, cell) 189 ) { 190 // row or type changed, write out aggregate KVs. 191 if (put != null) { 192 context.write(tableOut, put); 193 context.getCounter(Counter.PUTS).increment(1); 194 } 195 if (del != null) { 196 context.write(tableOut, del); 197 context.getCounter(Counter.DELETES).increment(1); 198 } 199 if (CellUtil.isDelete(cell)) { 200 del = new Delete(CellUtil.cloneRow(cell)); 201 } else { 202 put = new Put(CellUtil.cloneRow(cell)); 203 } 204 } 205 if (CellUtil.isDelete(cell)) { 206 del.add(cell); 207 } else { 208 put.add(cell); 209 } 210 context.getCounter(Counter.CELLS_WRITTEN).increment(1); 211 } 212 lastCell = cell; 213 } 214 // write residual KVs 215 if (put != null) { 216 context.write(tableOut, put); 217 context.getCounter(Counter.PUTS).increment(1); 218 } 219 if (del != null) { 220 context.getCounter(Counter.DELETES).increment(1); 221 context.write(tableOut, del); 222 } 223 } 224 } catch (InterruptedException e) { 225 LOG.error("Interrupted while writing results", e); 226 Thread.currentThread().interrupt(); 227 } 228 } 229 230 protected boolean filter(Context context, final Cell cell) { 231 return true; 232 } 233 234 @Override 235 protected void 236 cleanup(Mapper<WALKey, WALEdit, ImmutableBytesWritable, Mutation>.Context context) 237 throws IOException, InterruptedException { 238 super.cleanup(context); 239 } 240 241 @SuppressWarnings("checkstyle:EmptyBlock") 242 @Override 243 public void setup(Context context) throws IOException { 244 String[] tableMap = context.getConfiguration().getStrings(TABLE_MAP_KEY); 245 String[] tablesToUse = context.getConfiguration().getStrings(TABLES_KEY); 246 if (tableMap == null) { 247 tableMap = tablesToUse; 248 } 249 if (tablesToUse == null) { 250 // Then user wants all tables. 251 } else if (tablesToUse.length != tableMap.length) { 252 // this can only happen when WALMapper is used directly by a class other than WALPlayer 253 throw new IOException("Incorrect table mapping specified ."); 254 } 255 int i = 0; 256 if (tablesToUse != null) { 257 for (String table : tablesToUse) { 258 tables.put(TableName.valueOf(table), TableName.valueOf(tableMap[i++])); 259 } 260 } 261 } 262 } 263 264 void setupTime(Configuration conf, String option) throws IOException { 265 String val = conf.get(option); 266 if (null == val) { 267 return; 268 } 269 long ms; 270 try { 271 // first try to parse in user friendly form 272 ms = new SimpleDateFormat("yyyy-MM-dd'T'HH:mm:ss.SS").parse(val).getTime(); 273 } catch (ParseException pe) { 274 try { 275 // then see if just a number of ms's was specified 276 ms = Long.parseLong(val); 277 } catch (NumberFormatException nfe) { 278 throw new IOException( 279 option + " must be specified either in the form 2001-02-20T16:35:06.99 " 280 + "or as number of milliseconds"); 281 } 282 } 283 conf.setLong(option, ms); 284 } 285 286 /** 287 * Sets up the actual job. 288 * @param args The command line parameters. 289 * @return The newly created job. 290 * @throws IOException When setting up the job fails. 291 */ 292 public Job createSubmittableJob(String[] args) throws IOException { 293 Configuration conf = getConf(); 294 setupTime(conf, WALInputFormat.START_TIME_KEY); 295 setupTime(conf, WALInputFormat.END_TIME_KEY); 296 String inputDirs = args[0]; 297 String[] tables = args.length == 1 ? new String[] {} : args[1].split(","); 298 String[] tableMap; 299 if (args.length > 2) { 300 tableMap = args[2].split(","); 301 if (tableMap.length != tables.length) { 302 throw new IOException("The same number of tables and mapping must be provided."); 303 } 304 } else { 305 // if no mapping is specified, map each table to itself 306 tableMap = tables; 307 } 308 conf.setStrings(TABLES_KEY, tables); 309 conf.setStrings(TABLE_MAP_KEY, tableMap); 310 conf.set(FileInputFormat.INPUT_DIR, inputDirs); 311 Job job = Job.getInstance(conf, 312 conf.get(JOB_NAME_CONF_KEY, NAME + "_" + EnvironmentEdgeManager.currentTime())); 313 job.setJarByClass(WALPlayer.class); 314 315 job.setInputFormatClass(WALInputFormat.class); 316 job.setMapOutputKeyClass(ImmutableBytesWritable.class); 317 318 String hfileOutPath = conf.get(BULK_OUTPUT_CONF_KEY); 319 if (hfileOutPath != null) { 320 LOG.debug("add incremental job :" + hfileOutPath + " from " + inputDirs); 321 322 // WALPlayer needs ExtendedCellSerialization so that sequenceId can be propagated when 323 // sorting cells in CellSortReducer 324 job.getConfiguration().setBoolean(HFileOutputFormat2.EXTENDED_CELL_SERIALIZATION_ENABLED_KEY, 325 true); 326 327 // the bulk HFile case 328 List<TableName> tableNames = getTableNameList(tables); 329 330 job.setMapperClass(WALKeyValueMapper.class); 331 job.setReducerClass(CellSortReducer.class); 332 Path outputDir = new Path(hfileOutPath); 333 FileOutputFormat.setOutputPath(job, outputDir); 334 job.setMapOutputValueClass(MapReduceExtendedCell.class); 335 try (Connection conn = ConnectionFactory.createConnection(conf);) { 336 List<TableInfo> tableInfoList = new ArrayList<TableInfo>(); 337 for (TableName tableName : tableNames) { 338 Table table = conn.getTable(tableName); 339 RegionLocator regionLocator = getRegionLocator(tableName, conf, conn); 340 tableInfoList.add(new TableInfo(table.getDescriptor(), regionLocator)); 341 } 342 MultiTableHFileOutputFormat.configureIncrementalLoad(job, tableInfoList); 343 } 344 TableMapReduceUtil.addDependencyJarsForClasses(job.getConfiguration(), 345 org.apache.hbase.thirdparty.com.google.common.base.Preconditions.class); 346 } else { 347 // output to live cluster 348 job.setMapperClass(WALMapper.class); 349 job.setOutputFormatClass(MultiTableOutputFormat.class); 350 TableMapReduceUtil.addDependencyJars(job); 351 TableMapReduceUtil.initCredentials(job); 352 // No reducers. 353 job.setNumReduceTasks(0); 354 } 355 String codecCls = WALCellCodec.getWALCellCodecClass(conf).getName(); 356 try { 357 TableMapReduceUtil.addDependencyJarsForClasses(job.getConfiguration(), 358 Class.forName(codecCls)); 359 } catch (Exception e) { 360 throw new IOException("Cannot determine wal codec class " + codecCls, e); 361 } 362 return job; 363 } 364 365 private List<TableName> getTableNameList(String[] tables) { 366 List<TableName> list = new ArrayList<TableName>(); 367 for (String name : tables) { 368 list.add(TableName.valueOf(name)); 369 } 370 return list; 371 } 372 373 /** 374 * Print usage 375 * @param errorMsg Error message. Can be null. 376 */ 377 private void usage(final String errorMsg) { 378 if (errorMsg != null && errorMsg.length() > 0) { 379 System.err.println("ERROR: " + errorMsg); 380 } 381 System.err.println("Usage: " + NAME + " [options] <WAL inputdir> [<tables> <tableMappings>]"); 382 System.err.println(" <WAL inputdir> directory of WALs to replay."); 383 System.err.println(" <tables> comma separated list of tables. If no tables specified,"); 384 System.err.println(" all are imported (even hbase:meta if present)."); 385 System.err.println( 386 " <tableMappings> WAL entries can be mapped to a new set of tables by " + "passing"); 387 System.err 388 .println(" <tableMappings>, a comma separated list of target " + "tables."); 389 System.err 390 .println(" If specified, each table in <tables> must have a " + "mapping."); 391 System.err.println("To generate HFiles to bulk load instead of loading HBase directly, pass:"); 392 System.err.println(" -D" + BULK_OUTPUT_CONF_KEY + "=/path/for/output"); 393 System.err.println(" Only one table can be specified, and no mapping allowed!"); 394 System.err.println("To specify a time range, pass:"); 395 System.err.println(" -D" + WALInputFormat.START_TIME_KEY + "=[date|ms]"); 396 System.err.println(" -D" + WALInputFormat.END_TIME_KEY + "=[date|ms]"); 397 System.err.println(" The start and the end date of timerange (inclusive). The dates can be"); 398 System.err 399 .println(" expressed in milliseconds-since-epoch or yyyy-MM-dd'T'HH:mm:ss.SS " + "format."); 400 System.err.println(" E.g. 1234567890120 or 2009-02-13T23:32:30.12"); 401 System.err.println("Other options:"); 402 System.err.println(" -D" + JOB_NAME_CONF_KEY + "=jobName"); 403 System.err.println(" Use the specified mapreduce job name for the wal player"); 404 System.err.println(" -Dwal.input.separator=' '"); 405 System.err.println(" Change WAL filename separator (WAL dir names use default ','.)"); 406 System.err.println("For performance also consider the following options:\n" 407 + " -Dmapreduce.map.speculative=false\n" + " -Dmapreduce.reduce.speculative=false"); 408 } 409 410 /** 411 * Main entry point. 412 * @param args The command line parameters. 413 * @throws Exception When running the job fails. 414 */ 415 public static void main(String[] args) throws Exception { 416 int ret = ToolRunner.run(new WALPlayer(HBaseConfiguration.create()), args); 417 System.exit(ret); 418 } 419 420 @Override 421 public int run(String[] args) throws Exception { 422 if (args.length < 1) { 423 usage("Wrong number of arguments: " + args.length); 424 System.exit(-1); 425 } 426 Job job = createSubmittableJob(args); 427 return job.waitForCompletion(true) ? 0 : 1; 428 } 429 430 private static RegionLocator getRegionLocator(TableName tableName, Configuration conf, 431 Connection conn) throws IOException { 432 if (SnapshotRegionLocator.shouldUseSnapshotRegionLocator(conf, tableName)) { 433 return SnapshotRegionLocator.create(conf, tableName); 434 } 435 436 return conn.getRegionLocator(tableName); 437 } 438}