import java.io.File; import java.io.IOException; import java.util.Map; import org.apache.commons.logging.Log; import org.apache.commons.logging.LogFactory; import org.apache.hadoop.fs.FileUtil; import org.apache.hadoop.hbase.HColumnDescriptor; import org.apache.hadoop.hbase.HConstants; import org.apache.hadoop.hbase.HTableDescriptor; import org.apache.hadoop.hbase.MultiRegionTable; import org.apache.hadoop.hbase.client.HTable; import org.apache.hadoop.hbase.client.Result; import org.apache.hadoop.hbase.client.Scan; import org.apache.hadoop.hbase.client.ResultScanner; import org.apache.hadoop.hbase.io.BatchUpdate; import org.apache.hadoop.hbase.io.Cell; import org.apache.hadoop.hbase.io.ImmutableBytesWritable; import org.apache.hadoop.hbase.io.RowResult; import org.apache.hadoop.hbase.util.Bytes; import org.apache.hadoop.mapred.JobClient; import org.apache.hadoop.mapred.JobConf; import org.apache.hadoop.mapred.MapReduceBase; import org.apache.hadoop.mapred.MiniMRCluster; import org.apache.hadoop.mapred.OutputCollector; import org.apache.hadoop.mapred.Reporter; /** * Test Map/Reduce job over HBase tables. The map/reduce process we're testing * on our tables is simple - take every row in the table, reverse the value of * a particular cell, and write it back to the table. */ public class TestTableMapReduce extends MultiRegionTable { private static final Log LOG = LogFactory.getLog(TestTableMapReduce.class.getName()); static final String MULTI_REGION_TABLE_NAME = "mrtest"; static final String INPUT_COLUMN = "contents:"; static final String OUTPUT_COLUMN = "text:"; private static final byte [][] columns = new byte [][] { Bytes.toBytes(INPUT_COLUMN), Bytes.toBytes(OUTPUT_COLUMN) }; /** constructor */ public TestTableMapReduce() { super(INPUT_COLUMN); desc = new HTableDescriptor(MULTI_REGION_TABLE_NAME); desc.addFamily(new HColumnDescriptor(INPUT_COLUMN)); desc.addFamily(new HColumnDescriptor(OUTPUT_COLUMN)); } /** * Pass the given key and processed record reduce */ public static class ProcessContentsMapper extends MapReduceBase implements TableMap<ImmutableBytesWritable, BatchUpdate> { /** * Pass the key, and reversed value to reduce * @param key * @param value * @param output * @param reporter * @throws IOException */ public void map(ImmutableBytesWritable key, RowResult value, OutputCollector<ImmutableBytesWritable, BatchUpdate> output, Reporter reporter) throws IOException { if (value.size() != 1) { throw new IOException("There should only be one input column"); } byte [][] keys = value.keySet().toArray(new byte[value.size()][]); if(!Bytes.equals(keys[0], Bytes.toBytes(INPUT_COLUMN))) { throw new IOException("Wrong input column. Expected: '" + INPUT_COLUMN + "' but got: '" + Bytes.toString(keys[0]) + "'"); } // Get the original value and reverse it String originalValue = new String(value.get(keys[0]).getValue(), HConstants.UTF8_ENCODING); StringBuilder newValue = new StringBuilder(); for(int i = originalValue.length() - 1; i >= 0; i--) { newValue.append(originalValue.charAt(i)); } // Now set the value to be collected BatchUpdate outval = new BatchUpdate(key.get()); outval.put(OUTPUT_COLUMN, Bytes.toBytes(newValue.toString())); output.collect(key, outval); } } /** * Test a map/reduce against a multi-region table * @throws IOException */ public void testMultiRegionTable() throws IOException { runTestOnTable(new HTable(conf, MULTI_REGION_TABLE_NAME)); } private void runTestOnTable(HTable table) throws IOException { MiniMRCluster mrCluster = new MiniMRCluster(2, fs.getUri().toString(), 1); JobConf jobConf = null; try { LOG.info("Before map/reduce startup"); jobConf = new JobConf(conf, TestTableMapReduce.class); jobConf.setJobName("process column contents"); jobConf.setNumReduceTasks(1); TableMapReduceUtil.initTableMapJob(Bytes.toString(table.getTableName()), INPUT_COLUMN, ProcessContentsMapper.class, ImmutableBytesWritable.class, BatchUpdate.class, jobConf); TableMapReduceUtil.initTableReduceJob(Bytes.toString(table.getTableName()), IdentityTableReduce.class, jobConf); LOG.info("Started " + Bytes.toString(table.getTableName())); JobClient.runJob(jobConf); LOG.info("After map/reduce completion"); // verify map-reduce results verify(Bytes.toString(table.getTableName())); } finally { mrCluster.shutdown(); if (jobConf != null) { FileUtil.fullyDelete(new File(jobConf.get("hadoop.tmp.dir"))); } } } private void verify(String tableName) throws IOException { HTable table = new HTable(conf, tableName); boolean verified = false; long pause = conf.getLong("hbase.client.pause", 5 * 1000); int numRetries = conf.getInt("hbase.client.retries.number", 5); for (int i = 0; i < numRetries; i++) { try { LOG.info("Verification attempt #" + i); verifyAttempt(table); verified = true; break; } catch (NullPointerException e) { // If here, a cell was empty. Presume its because updates came in // after the scanner had been opened. Wait a while and retry. LOG.debug("Verification attempt failed: " + e.getMessage()); } try { Thread.sleep(pause); } catch (InterruptedException e) { // continue } } assertTrue(verified); } /** * Looks at every value of the mapreduce output and verifies that indeed * the values have been reversed. * @param table Table to scan. * @throws IOException * @throws NullPointerException if we failed to find a cell value */ private void verifyAttempt(final HTable table) throws IOException, NullPointerException { Scan scan = new Scan(); scan.addColumns(columns); ResultScanner scanner = table.getScanner(scan); try { for (Result r : scanner) { if (LOG.isDebugEnabled()) { if (r.size() > 2 ) { throw new IOException("Too many results, expected 2 got " + r.size()); } } byte[] firstValue = null; byte[] secondValue = null; int count = 0; for(Map.Entry<byte [], Cell> e: r.getRowResult().entrySet()) { if (count == 0) { firstValue = e.getValue().getValue(); } if (count == 1) { secondValue = e.getValue().getValue(); } count++; if (count == 2) { break; } } String first = ""; if (firstValue == null) { throw new NullPointerException(Bytes.toString(r.getRow()) + ": first value is null"); } first = new String(firstValue, HConstants.UTF8_ENCODING); String second = ""; if (secondValue == null) { throw new NullPointerException(Bytes.toString(r.getRow()) + ": second value is null"); } byte[] secondReversed = new byte[secondValue.length]; for (int i = 0, j = secondValue.length - 1; j >= 0; j--, i++) { secondReversed[i] = secondValue[j]; } second = new String(secondReversed, HConstants.UTF8_ENCODING); if (first.compareTo(second) != 0) { if (LOG.isDebugEnabled()) { LOG.debug("second key is not the reverse of first. row=" + r.getRow() + ", first value=" + first + ", second value=" + second); } fail(); } } } finally { scanner.close(); } } }
Last modified 15 years ago
Last modified on Jul 23, 2009, 6:00:56 PM