001/**
002 *
003 * Licensed to the Apache Software Foundation (ASF) under one
004 * or more contributor license agreements.  See the NOTICE file
005 * distributed with this work for additional information
006 * regarding copyright ownership.  The ASF licenses this file
007 * to you under the Apache License, Version 2.0 (the
008 * "License"); you may not use this file except in compliance
009 * with the License.  You may obtain a copy of the License at
010 *
011 *     http://www.apache.org/licenses/LICENSE-2.0
012 *
013 * Unless required by applicable law or agreed to in writing, software
014 * distributed under the License is distributed on an "AS IS" BASIS,
015 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
016 * See the License for the specific language governing permissions and
017 * limitations under the License.
018 */
019package org.apache.hadoop.hbase.mob.mapreduce;
020
021import java.io.IOException;
022import java.util.Arrays;
023import java.util.Base64;
024import java.util.HashSet;
025import java.util.Set;
026import java.util.UUID;
027
028import org.apache.hadoop.conf.Configuration;
029import org.apache.hadoop.conf.Configured;
030import org.apache.hadoop.fs.FileStatus;
031import org.apache.hadoop.fs.FileSystem;
032import org.apache.hadoop.fs.Path;
033import org.apache.hadoop.hbase.Cell;
034import org.apache.hadoop.hbase.HBaseConfiguration;
035import org.apache.hadoop.hbase.HConstants;
036import org.apache.hadoop.hbase.TableName;
037import org.apache.hadoop.hbase.client.Admin;
038import org.apache.hadoop.hbase.client.ColumnFamilyDescriptor;
039import org.apache.hadoop.hbase.client.Connection;
040import org.apache.hadoop.hbase.client.ConnectionFactory;
041import org.apache.hadoop.hbase.client.Result;
042import org.apache.hadoop.hbase.client.Scan;
043import org.apache.hadoop.hbase.client.TableDescriptor;
044import org.apache.hadoop.hbase.io.HFileLink;
045import org.apache.hadoop.hbase.io.ImmutableBytesWritable;
046import org.apache.hadoop.hbase.mapreduce.TableInputFormat;
047import org.apache.hadoop.hbase.mapreduce.TableMapReduceUtil;
048import org.apache.hadoop.hbase.mapreduce.TableMapper;
049import org.apache.hadoop.hbase.mob.MobConstants;
050import org.apache.hadoop.hbase.mob.MobUtils;
051import org.apache.hadoop.hbase.util.Bytes;
052import org.apache.hadoop.hbase.util.EnvironmentEdgeManager;
053import org.apache.hadoop.hbase.util.FSUtils;
054import org.apache.hadoop.hbase.util.HFileArchiveUtil;
055import org.apache.hadoop.hbase.util.Pair;
056import org.apache.hadoop.io.Text;
057import org.apache.hadoop.mapreduce.Job;
058import org.apache.hadoop.mapreduce.Reducer;
059import org.apache.hadoop.mapreduce.lib.output.TextOutputFormat;
060import org.apache.hadoop.security.UserGroupInformation;
061import org.apache.hadoop.util.Tool;
062import org.apache.hadoop.util.ToolRunner;
063import org.apache.yetus.audience.InterfaceAudience;
064
065import org.slf4j.Logger;
066import org.slf4j.LoggerFactory;
067
068
069/**
070 * Scans a given table + CF for all mob reference cells to get the list of backing mob files.
071 * For each referenced file we attempt to verify that said file is on the FileSystem in a place
072 * that the MOB system will look when attempting to resolve the actual value.
073 *
074 * The job includes counters that can help provide a rough sketch of the mob data.
075 *
076 * <pre>
077 * Map-Reduce Framework
078 *         Map input records=10000
079 * ...
080 *         Reduce output records=99
081 * ...
082 * CELLS PER ROW
083 *         Number of rows with 1s of cells per row=10000
084 * MOB
085 *         NUM_CELLS=52364
086 * PROBLEM
087 *         Affected rows=338
088 *         Problem MOB files=2
089 * ROWS WITH PROBLEMS PER FILE
090 *         Number of HFiles with 100s of affected rows=2
091 * SIZES OF CELLS
092 *         Number of cells with size in the 10,000s of bytes=627
093 *         Number of cells with size in the 100,000s of bytes=51392
094 *         Number of cells with size in the 1,000,000s of bytes=345
095 * SIZES OF ROWS
096 *         Number of rows with total size in the 100,000s of bytes=6838
097 *         Number of rows with total size in the 1,000,000s of bytes=3162
098 * </pre>
099 *
100 *   * Map-Reduce Framework:Map input records - the number of rows with mob references
101 *   * Map-Reduce Framework:Reduce output records - the number of unique hfiles referenced
102 *   * MOB:NUM_CELLS - the total number of mob reference cells
103 *   * PROBLEM:Affected rows - the number of rows that reference hfiles with an issue
104 *   * PROBLEM:Problem MOB files - the number of unique hfiles that have an issue
105 *   * CELLS PER ROW: - this counter group gives a histogram of the order of magnitude of the
106 *         number of cells in a given row by grouping by the number of digits used in each count.
107 *         This allows us to see more about the distribution of cells than what we can determine
108 *         with just the cell count and the row count. In this particular example we can see that
109 *         all of our rows have somewhere between 1 - 9 cells.
110 *   * ROWS WITH PROBLEMS PER FILE: - this counter group gives a histogram of the order of
111 *         magnitude of the number of rows in each of the hfiles with a problem. e.g. in the
112 *         example there are 2 hfiles and they each have the same order of magnitude number of rows,
113 *         specifically between 100 and 999.
114 *   * SIZES OF CELLS: - this counter group gives a histogram of the order of magnitude of
115 *         the size of mob values according to our reference cells. e.g. in the example above we
116 *         have cell sizes that are all between 10,000 bytes and 9,999,999 bytes. From this
117 *         histogram we can also see that _most_ cells are 100,000 - 999,000 bytes and the smaller
118 *         and bigger ones are outliers making up less than 2% of mob cells.
119 *   * SIZES OF ROWS: - this counter group gives a histogram of the order of magnitude of the
120 *         size of mob values across each row according to our reference cells. In the example above
121 *         we have rows that are are between 100,000 bytes and 9,999,999 bytes. We can also see that
122 *         about 2/3rd of our rows are 100,000 - 999,999 bytes.
123 *
124 * Generates a report that gives one file status per line, with tabs dividing fields.
125 *
126 * <pre>
127 * RESULT OF LOOKUP FILE REF  comma seperated, base64 encoded rows when there's a problem
128 * </pre>
129 *
130 * e.g.
131 *
132 * <pre>
133 * MOB DIR  09c576e28a65ed2ead0004d192ffaa382019110184b30a1c7e034573bf8580aef8393402
134 * MISSING FILE    28e252d7f013973174750d483d358fa020191101f73536e7133f4cd3ab1065edf588d509        MmJiMjMyYzBiMTNjNzc0OTY1ZWY4NTU4ZjBmYmQ2MTUtNTIz,MmEzOGE0YTkzMTZjNDllNWE4MzM1MTdjNDVkMzEwNzAtODg=
135 * </pre>
136 *
137 * Possible results are listed; the first three indicate things are working properly.
138 *   * MOB DIR - the reference is in the normal MOB area for the given table and CF
139 *   * HLINK TO ARCHIVE FOR SAME TABLE - the reference is present in the archive area for this
140 *         table and CF
141 *   * HLINK TO ARCHIVE FOR OTHER TABLE - the reference is present in a different table and CF,
142 *         either in the MOB or archive areas (e.g. from a snapshot restore or clone)
143 *   * ARCHIVE WITH HLINK BUT NOT FROM OUR TABLE - the reference is currently present in the archive
144 *         area for this table and CF, but it is kept there because a _different_ table has a
145 *         reference to it (e.g. from a snapshot clone). If these other tables are removed then
146 *         the file will likely be deleted unless there is a snapshot also referencing it.
147 *   * ARCHIVE BUT NO HLINKS - the reference is currently present in the archive for this table and
148 *         CF, but there are no references present to prevent its removal. Unless it is newer than
149 *         the general TTL (default 5 minutes) or referenced in a snapshot it will be subject to
150 *         cleaning.
151 *   * ARCHIVE BUT FAILURE WHILE CHECKING HLINKS - Check the job logs to see why things failed while
152 *         looking for why this file is being kept around.
153 *   * MISSING FILE - We couldn't find the reference on the FileSystem. Either there is dataloss due
154 *         to a bug in the MOB storage system or the MOB storage is damaged but in an edge case that
155 *         allows it to work for now. You can verify which by doing a raw reference scan to get the
156 *         referenced hfile and check the underlying filesystem. See the ref guide section on mob
157 *         for details.
158 *   * HLINK BUT POINT TO MISSING FILE - There is a pointer in our mob area for this table and CF
159 *         to a file elsewhere on the FileSystem, however the file it points to no longer exists.
160 *   * MISSING FILE BUT FAILURE WHILE CHECKING HLINKS - We could not find the referenced file,
161 *         however you should check the job logs to see why we couldn't check to see if there is a
162 *         pointer to the referenced file in our archive or another table's archive or mob area.
163 *
164 */
165@InterfaceAudience.Private
166public class MobRefReporter extends Configured implements Tool {
167  private static Logger LOG = LoggerFactory.getLogger(MobRefReporter.class);
168  public static final String NAME = "mobrefs";
169  static final String REPORT_JOB_ID = "mob.report.job.id";
170  static final String REPORT_START_DATETIME = "mob.report.job.start";
171
172  public static class MobRefMapper extends TableMapper<Text, ImmutableBytesWritable> {
173    @Override
174    public void map(ImmutableBytesWritable r, Result columns, Context context) throws IOException,
175        InterruptedException {
176      if (columns == null) {
177        return;
178      }
179      Cell[] cells = columns.rawCells();
180      if (cells == null || cells.length == 0) {
181        return;
182      }
183      Set<String> files = new HashSet<>();
184      long count = 0;
185      long size = 0;
186      for (Cell c : cells) {
187        if (MobUtils.hasValidMobRefCellValue(c)) {
188          // TODO confirm there aren't tags
189          String fileName = MobUtils.getMobFileName(c);
190          if (!files.contains(fileName)) {
191            context.write(new Text(fileName), r);
192            files.add(fileName);
193          }
194          final int cellsize = MobUtils.getMobValueLength(c);
195          context.getCounter("SIZES OF CELLS", "Number of cells with size in the " +
196              log10GroupedString(cellsize) + "s of bytes").increment(1L);
197          size += cellsize;
198          count++;
199        } else {
200          LOG.debug("cell is not a mob ref, even though we asked for only refs. cell={}", c);
201        }
202      }
203      context.getCounter("CELLS PER ROW", "Number of rows with " + log10GroupedString(count) +
204          "s of cells per row").increment(1L);
205      context.getCounter("SIZES OF ROWS", "Number of rows with total size in the " +
206          log10GroupedString(size) + "s of bytes").increment(1L);
207      context.getCounter("MOB","NUM_CELLS").increment(count);
208    }
209  }
210
211  public static class MobRefReducer extends
212      Reducer<Text, ImmutableBytesWritable, Text, Text> {
213
214    TableName table;
215    String mobRegion;
216    Path mob;
217    Path archive;
218    String seperator;
219
220    /* Results that mean things are fine */
221    final Text OK_MOB_DIR = new Text("MOB DIR");
222    final Text OK_HLINK_RESTORE = new Text("HLINK TO ARCHIVE FOR SAME TABLE");
223    final Text OK_HLINK_CLONE = new Text("HLINK TO ARCHIVE FOR OTHER TABLE");
224    /* Results that mean something is incorrect */
225    final Text INCONSISTENT_ARCHIVE_BAD_LINK =
226        new Text("ARCHIVE WITH HLINK BUT NOT FROM OUR TABLE");
227    final Text INCONSISTENT_ARCHIVE_STALE = new Text("ARCHIVE BUT NO HLINKS");
228    final Text INCONSISTENT_ARCHIVE_IOE = new Text("ARCHIVE BUT FAILURE WHILE CHECKING HLINKS");
229    /* Results that mean data is probably already gone */
230    final Text DATALOSS_MISSING = new Text("MISSING FILE");
231    final Text DATALOSS_HLINK_DANGLING = new Text("HLINK BUT POINTS TO MISSING FILE");
232    final Text DATALOSS_MISSING_IOE = new Text("MISSING FILE BUT FAILURE WHILE CHECKING HLINKS");
233    final Base64.Encoder base64 = Base64.getEncoder();
234
235    @Override
236    public void setup(Context context) throws IOException, InterruptedException {
237      final Configuration conf = context.getConfiguration();
238      final String tableName = conf.get(TableInputFormat.INPUT_TABLE);
239      if (null == tableName) {
240        throw new IOException("Job configuration did not include table.");
241      }
242      table = TableName.valueOf(tableName);
243      mobRegion = MobUtils.getMobRegionInfo(table).getEncodedName();
244      final String family = conf.get(TableInputFormat.SCAN_COLUMN_FAMILY);
245      if (null == family) {
246        throw new IOException("Job configuration did not include column family");
247      }
248      mob = MobUtils.getMobFamilyPath(conf, table, family);
249      LOG.info("Using active mob area '{}'", mob);
250      archive = HFileArchiveUtil.getStoreArchivePath(conf, table,
251          MobUtils.getMobRegionInfo(table).getEncodedName(), family);
252      LOG.info("Using archive mob area '{}'", archive);
253      seperator = conf.get(TextOutputFormat.SEPERATOR, "\t");
254    }
255
256    @Override
257    public void reduce(Text key, Iterable<ImmutableBytesWritable> rows, Context context)
258        throws IOException, InterruptedException {
259      final Configuration conf = context.getConfiguration();
260      final String file = key.toString();
261      // active mob area
262      if (mob.getFileSystem(conf).exists(new Path(mob, file))) {
263        LOG.debug("Found file '{}' in mob area", file);
264        context.write(OK_MOB_DIR, key);
265      // archive area - is there an hlink back reference (from a snapshot from same table)
266      } else if (archive.getFileSystem(conf).exists(new Path(archive, file))) {
267
268        Path backRefDir = HFileLink.getBackReferencesDir(archive, file);
269        try {
270          FileStatus[] backRefs = FSUtils.listStatus(archive.getFileSystem(conf), backRefDir);
271          if (backRefs != null) {
272            boolean found = false;
273            for (FileStatus backRef : backRefs) {
274              Pair<TableName, String> refParts = HFileLink.parseBackReferenceName(
275                  backRef.getPath().getName());
276              if (table.equals(refParts.getFirst()) && mobRegion.equals(refParts.getSecond())) {
277                Path hlinkPath = HFileLink.getHFileFromBackReference(MobUtils.getMobHome(conf),
278                    backRef.getPath());
279                if (hlinkPath.getFileSystem(conf).exists(hlinkPath)) {
280                  found = true;
281                } else {
282                  LOG.warn("Found file '{}' in archive area with a back reference to the mob area "
283                      + "for our table, but the mob area does not have a corresponding hfilelink.",
284                      file);
285                }
286              }
287            }
288            if (found) {
289              LOG.debug("Found file '{}' in archive area. has proper hlink back references to "
290                  + "suggest it is from a restored snapshot for this table.", file);
291              context.write(OK_HLINK_RESTORE, key);
292            } else {
293              LOG.warn("Found file '{}' in archive area, but the hlink back references do not "
294                  + "properly point to the mob area for our table.", file);
295              context.write(INCONSISTENT_ARCHIVE_BAD_LINK, encodeRows(context, key, rows));
296            }
297          } else {
298            LOG.warn("Found file '{}' in archive area, but there are no hlinks pointing to it. Not "
299                + "yet used snapshot or an error.", file);
300            context.write(INCONSISTENT_ARCHIVE_STALE, encodeRows(context, key, rows));
301          }
302        } catch (IOException e) {
303          LOG.warn("Found file '{}' in archive area, but got an error while checking "
304              + "on back references.", file, e);
305          context.write(INCONSISTENT_ARCHIVE_IOE, encodeRows(context, key, rows));
306        }
307
308      } else {
309        // check for an hlink in the active mob area (from a snapshot of a different table)
310        try {
311          /**
312           * we are doing this ourselves instead of using FSUtils.getReferenceFilePaths because
313           * we know the mob region never splits, so we can only have HFileLink references
314           * and looking for just them is cheaper then listing everything.
315           *
316           * This glob should match the naming convention for HFileLinks to our referenced hfile.
317           * As simplified explanation those file names look like "table=region-hfile". For details
318           * see the {@link HFileLink#createHFileLinkName HFileLink implementation}.
319           */
320          FileStatus[] hlinks = mob.getFileSystem(conf).globStatus(new Path(mob + "/*=*-" + file));
321          if (hlinks != null && hlinks.length != 0) {
322            if (hlinks.length != 1) {
323              LOG.warn("Found file '{}' as hfilelinks in the mob area, but there are more than " +
324                  "one: {}", file, Arrays.deepToString(hlinks));
325            }
326            HFileLink found = null;
327            for (FileStatus hlink : hlinks) {
328              HFileLink tmp = HFileLink.buildFromHFileLinkPattern(conf, hlink.getPath());
329              if (tmp.exists(archive.getFileSystem(conf))) {
330                found = tmp;
331                break;
332              } else {
333                LOG.debug("Target file does not exist for ref {}", tmp);
334              }
335            }
336            if (found != null) {
337              LOG.debug("Found file '{}' as a ref in the mob area: {}", file, found);
338              context.write(OK_HLINK_CLONE, key);
339            } else {
340              LOG.warn("Found file '{}' as ref(s) in the mob area but they do not point to an hfile"
341                  + " that exists.", file);
342              context.write(DATALOSS_HLINK_DANGLING, encodeRows(context, key, rows));
343            }
344          } else {
345            LOG.error("Could not find referenced file '{}'. See the docs on this tool.", file);
346            LOG.debug("Note that we don't have the server-side tag from the mob cells that says "
347                + "what table the reference is originally from. So if the HFileLink in this table "
348                + "is missing but the referenced file is still in the table from that tag, then "
349                + "lookups of these impacted rows will work. Do a scan of the reference details "
350                + "of the cell for the hfile name and then check the entire hbase install if this "
351                + "table was made from a snapshot of another table. see the ref guide section on "
352                + "mob for details.");
353            context.write(DATALOSS_MISSING, encodeRows(context, key, rows));
354          }
355        } catch (IOException e) {
356          LOG.error(
357              "Exception while checking mob area of our table for HFileLinks that point to {}",
358              file, e);
359          context.write(DATALOSS_MISSING_IOE, encodeRows(context, key, rows));
360        }
361      }
362    }
363
364    /**
365     * reuses the passed Text key. appends the configured seperator and then a comma seperated list
366     * of base64 encoded row keys
367     */
368    private Text encodeRows(Context context, Text key, Iterable<ImmutableBytesWritable> rows)
369        throws IOException {
370      StringBuilder sb = new StringBuilder(key.toString());
371      sb.append(seperator);
372      boolean moreThanOne = false;
373      long count = 0;
374      for (ImmutableBytesWritable row : rows) {
375        if (moreThanOne) {
376          sb.append(",");
377        }
378        sb.append(base64.encodeToString(row.copyBytes()));
379        moreThanOne = true;
380        count++;
381      }
382      context.getCounter("PROBLEM", "Problem MOB files").increment(1L);
383      context.getCounter("PROBLEM", "Affected rows").increment(count);
384      context.getCounter("ROWS WITH PROBLEMS PER FILE", "Number of HFiles with " +
385          log10GroupedString(count) + "s of affected rows").increment(1L);
386      key.set(sb.toString());
387      return key;
388    }
389  }
390
391  /**
392   * Returns the string representation of the given number after grouping it
393   * into log10 buckets. e.g. 0-9 -> 1, 10-99 -> 10, ..., 100,000-999,999 -> 100,000, etc.
394   */
395  static String log10GroupedString(long number) {
396    return String.format("%,d", (long)(Math.pow(10d, Math.floor(Math.log10(number)))));
397  }
398
399  /**
400   * Main method for the tool.
401   * @return 0 if success, 1 for bad args. 2 if job aborted with an exception,
402   *   3 if mr job was unsuccessful
403   */
404  public int run(String[] args) throws IOException, InterruptedException {
405    // TODO make family and table optional
406    if (args.length != 3) {
407      printUsage();
408      return 1;
409    }
410    final String output = args[0];
411    final String tableName = args[1];
412    final String familyName = args[2];
413    final long reportStartTime = EnvironmentEdgeManager.currentTime();
414    Configuration conf = getConf();
415    try {
416      FileSystem fs = FileSystem.get(conf);
417      // check whether the current user is the same one with the owner of hbase root
418      String currentUserName = UserGroupInformation.getCurrentUser().getShortUserName();
419      FileStatus[] hbaseRootFileStat = fs.listStatus(new Path(conf.get(HConstants.HBASE_DIR)));
420      if (hbaseRootFileStat.length > 0) {
421        String owner = hbaseRootFileStat[0].getOwner();
422        if (!owner.equals(currentUserName)) {
423          String errorMsg = "The current user[" + currentUserName
424              + "] does not have hbase root credentials."
425              + " If this job fails due to an inability to read HBase's internal directories, "
426              + "you will need to rerun as a user with sufficient permissions. The HBase superuser "
427              + "is a safe choice.";
428          LOG.warn(errorMsg);
429        }
430      } else {
431        LOG.error("The passed configs point to an HBase dir does not exist: {}",
432            conf.get(HConstants.HBASE_DIR));
433        throw new IOException("The target HBase does not exist");
434      }
435
436      byte[] family;
437      int maxVersions;
438      TableName tn = TableName.valueOf(tableName);
439      try (Connection connection = ConnectionFactory.createConnection(conf);
440           Admin admin = connection.getAdmin()) {
441        TableDescriptor htd = admin.getDescriptor(tn);
442        ColumnFamilyDescriptor hcd = htd.getColumnFamily(Bytes.toBytes(familyName));
443        if (hcd == null || !hcd.isMobEnabled()) {
444          throw new IOException("Column family " + familyName + " is not a MOB column family");
445        }
446        family = hcd.getName();
447        maxVersions = hcd.getMaxVersions();
448      }
449
450
451      String id = getClass().getSimpleName() + UUID.randomUUID().toString().replace("-", "");
452      Job job = null;
453      Scan scan = new Scan();
454      scan.addFamily(family);
455      // Do not retrieve the mob data when scanning
456      scan.setAttribute(MobConstants.MOB_SCAN_RAW, Bytes.toBytes(Boolean.TRUE));
457      scan.setAttribute(MobConstants.MOB_SCAN_REF_ONLY, Bytes.toBytes(Boolean.TRUE));
458      // If a scanner caching value isn't set, pick a smaller default since we know we're doing
459      // a full table scan and don't want to impact other clients badly.
460      scan.setCaching(conf.getInt(HConstants.HBASE_CLIENT_SCANNER_CACHING, 10000));
461      scan.setCacheBlocks(false);
462      scan.setMaxVersions(maxVersions);
463      conf.set(REPORT_JOB_ID, id);
464
465      job = Job.getInstance(conf);
466      job.setJarByClass(getClass());
467      TableMapReduceUtil.initTableMapperJob(tn, scan,
468          MobRefMapper.class, Text.class, ImmutableBytesWritable.class, job);
469
470      job.setReducerClass(MobRefReducer.class);
471      job.setOutputFormatClass(TextOutputFormat.class);
472      TextOutputFormat.setOutputPath(job, new Path(output));
473
474      job.setJobName(getClass().getSimpleName() + "-" + tn + "-" + familyName);
475      // for use in the reducer. easier than re-parsing it out of the scan string.
476      job.getConfiguration().set(TableInputFormat.SCAN_COLUMN_FAMILY, familyName);
477
478      // Use when we start this job as the base point for file "recency".
479      job.getConfiguration().setLong(REPORT_START_DATETIME, reportStartTime);
480
481      if (job.waitForCompletion(true)) {
482        LOG.info("Finished creating report for '{}', family='{}'", tn, familyName);
483      } else {
484        System.err.println("Job was not successful");
485        return 3;
486      }
487      return 0;
488
489    } catch (ClassNotFoundException | RuntimeException | IOException | InterruptedException e) {
490      System.err.println("Job aborted due to exception " + e);
491      return 2; // job failed
492    }
493  }
494
495  public static void main(String[] args) throws Exception {
496    Configuration conf = HBaseConfiguration.create();
497    int ret = ToolRunner.run(conf, new MobRefReporter(), args);
498    System.exit(ret);
499  }
500
501  private void printUsage() {
502    System.err.println("Usage:\n" + "--------------------------\n" + MobRefReporter.class.getName()
503        + " output-dir tableName familyName");
504    System.err.println(" output-dir       Where to write output report.");
505    System.err.println(" tableName        The table name");
506    System.err.println(" familyName       The column family name");
507  }
508
509}