• HBase源码实战:ImportTsv


    /**
     *
     * 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 static java.lang.String.format;
    
    import java.io.File;
    import java.io.IOException;
    import java.util.ArrayList;
    import java.util.Base64;
    import java.util.HashSet;
    import java.util.Set;
    
    import org.apache.commons.lang3.StringUtils;
    import org.apache.hadoop.conf.Configuration;
    import org.apache.hadoop.conf.Configured;
    import org.apache.hadoop.fs.Path;
    import org.apache.hadoop.hbase.HBaseConfiguration;
    import org.apache.hadoop.hbase.HColumnDescriptor;
    import org.apache.hadoop.hbase.HConstants;
    import org.apache.hadoop.hbase.HTableDescriptor;
    import org.apache.hadoop.hbase.TableName;
    import org.apache.hadoop.hbase.TableNotEnabledException;
    import org.apache.hadoop.hbase.TableNotFoundException;
    import org.apache.yetus.audience.InterfaceAudience;
    import org.slf4j.Logger;
    import org.slf4j.LoggerFactory;
    import org.apache.hadoop.hbase.client.Admin;
    import org.apache.hadoop.hbase.client.Connection;
    import org.apache.hadoop.hbase.client.ConnectionFactory;
    import org.apache.hadoop.hbase.client.Put;
    import org.apache.hadoop.hbase.client.RegionLocator;
    import org.apache.hadoop.hbase.client.Table;
    import org.apache.hadoop.hbase.io.ImmutableBytesWritable;
    import org.apache.hadoop.hbase.util.Bytes;
    import org.apache.hadoop.hbase.util.Pair;
    import org.apache.hadoop.io.Text;
    import org.apache.hadoop.mapreduce.Job;
    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.mapreduce.lib.output.NullOutputFormat;
    import org.apache.hadoop.security.Credentials;
    import org.apache.hadoop.util.Tool;
    import org.apache.hadoop.util.ToolRunner;
    
    import org.apache.hadoop.hbase.client.ColumnFamilyDescriptor;
    import org.apache.hadoop.hbase.client.TableDescriptor;
    import org.apache.hbase.thirdparty.com.google.common.base.Preconditions;
    import org.apache.hbase.thirdparty.com.google.common.base.Splitter;
    import org.apache.hbase.thirdparty.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)
     */
    @InterfaceAudience.Public
    public class ImportTsv extends Configured implements Tool {
    
      protected static final Logger LOG = LoggerFactory.getLogger(ImportTsv.class);
    
      final static String NAME = "importtsv";
    
      public final static String MAPPER_CONF_KEY = "importtsv.mapper.class";
      public final static String BULK_OUTPUT_CONF_KEY = "importtsv.bulk.output";
      public final static String TIMESTAMP_CONF_KEY = "importtsv.timestamp";
      public final static String JOB_NAME_CONF_KEY = "mapreduce.job.name";
      // TODO: the rest of these configs are used exclusively by TsvImporterMapper.
      // Move them out of the tool and let the mapper handle its own validation.
      public final static String DRY_RUN_CONF_KEY = "importtsv.dry.run";
      // If true, bad lines are logged to stderr. Default: false.
      public final static String LOG_BAD_LINES_CONF_KEY = "importtsv.log.bad.lines";
      public final static String SKIP_LINES_CONF_KEY = "importtsv.skip.bad.lines";
      public final static String SKIP_EMPTY_COLUMNS = "importtsv.skip.empty.columns";
      public final static String COLUMNS_CONF_KEY = "importtsv.columns";
      public final static String SEPARATOR_CONF_KEY = "importtsv.separator";
      public final static String ATTRIBUTE_SEPERATOR_CONF_KEY = "attributes.seperator";
      //This config is used to propagate credentials from parent MR jobs which launch
      //ImportTSV jobs. SEE IntegrationTestImportTsv.
      public final static String CREDENTIALS_LOCATION = "credentials_location";
      final static String DEFAULT_SEPARATOR = "	";
      final static String DEFAULT_ATTRIBUTES_SEPERATOR = "=>";
      final static String DEFAULT_MULTIPLE_ATTRIBUTES_SEPERATOR = ",";
      final static Class DEFAULT_MAPPER = TsvImporterMapper.class;
      public final static String CREATE_TABLE_CONF_KEY = "create.table";
      public final static String NO_STRICT_COL_FAMILY = "no.strict";
      /**
       * If table didn't exist and was created in dry-run mode, this flag is
       * flipped to delete it when MR ends.
       */
      private static boolean DRY_RUN_TABLE_CREATED;
    
      public 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;
    
        private int maxColumnCount;
    
        // Default value must be negative
        public static final int DEFAULT_TIMESTAMP_COLUMN_INDEX = -1;
    
        private int timestampKeyColumnIndex = DEFAULT_TIMESTAMP_COLUMN_INDEX;
    
        public static final String ROWKEY_COLUMN_SPEC = "HBASE_ROW_KEY";
    
        public static final String TIMESTAMPKEY_COLUMN_SPEC = "HBASE_TS_KEY";
    
        public static final String ATTRIBUTES_COLUMN_SPEC = "HBASE_ATTRIBUTES_KEY";
    
        public static final String CELL_VISIBILITY_COLUMN_SPEC = "HBASE_CELL_VISIBILITY";
    
        public static final String CELL_TTL_COLUMN_SPEC = "HBASE_CELL_TTL";
    
        private int attrKeyColumnIndex = DEFAULT_ATTRIBUTES_COLUMN_INDEX;
    
        public static final int DEFAULT_ATTRIBUTES_COLUMN_INDEX = -1;
    
        public static final int DEFAULT_CELL_VISIBILITY_COLUMN_INDEX = -1;
    
        public static final int DEFAULT_CELL_TTL_COLUMN_INDEX = -1;
    
        private int cellVisibilityColumnIndex = DEFAULT_CELL_VISIBILITY_COLUMN_INDEX;
    
        private int cellTTLColumnIndex = DEFAULT_CELL_TTL_COLUMN_INDEX;
    
        /**
         * @param columnsSpecification the list of columns to parser out, comma separated.
         * The row key should be the special token TsvParser.ROWKEY_COLUMN_SPEC
         * @param separatorStr
         */
        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));
    
          maxColumnCount = columnStrings.size();
          families = new byte[maxColumnCount][];
          qualifiers = new byte[maxColumnCount][];
    
          for (int i = 0; i < columnStrings.size(); i++) {
            String str = columnStrings.get(i);
            if (ROWKEY_COLUMN_SPEC.equals(str)) {
              rowKeyColumnIndex = i;
              continue;
            }
            if (TIMESTAMPKEY_COLUMN_SPEC.equals(str)) {
              timestampKeyColumnIndex = i;
              continue;
            }
            if (ATTRIBUTES_COLUMN_SPEC.equals(str)) {
              attrKeyColumnIndex = i;
              continue;
            }
            if (CELL_VISIBILITY_COLUMN_SPEC.equals(str)) {
              cellVisibilityColumnIndex = i;
              continue;
            }
            if (CELL_TTL_COLUMN_SPEC.equals(str)) {
              cellTTLColumnIndex = 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 boolean hasTimestamp() {
          return timestampKeyColumnIndex != DEFAULT_TIMESTAMP_COLUMN_INDEX;
        }
    
        public int getTimestampKeyColumnIndex() {
          return timestampKeyColumnIndex;
        }
    
        public boolean hasAttributes() {
          return attrKeyColumnIndex != DEFAULT_ATTRIBUTES_COLUMN_INDEX;
        }
    
        public boolean hasCellVisibility() {
          return cellVisibilityColumnIndex != DEFAULT_CELL_VISIBILITY_COLUMN_INDEX;
        }
    
        public boolean hasCellTTL() {
          return cellTTLColumnIndex != DEFAULT_CELL_VISIBILITY_COLUMN_INDEX;
        }
    
        public int getAttributesKeyColumnIndex() {
          return attrKeyColumnIndex;
        }
    
        public int getCellVisibilityColumnIndex() {
          return cellVisibilityColumnIndex;
        }
    
        public int getCellTTLColumnIndex() {
          return cellTTLColumnIndex;
        }
    
        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<>(maxColumnCount);
          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() > maxColumnCount) {
            throw new BadTsvLineException("Excessive columns");
          } else if (tabOffsets.size() <= getRowKeyColumnIndex()) {
            throw new BadTsvLineException("No row key");
          } else if (hasTimestamp()
              && tabOffsets.size() <= getTimestampKeyColumnIndex()) {
            throw new BadTsvLineException("No timestamp");
          } else if (hasAttributes() && tabOffsets.size() <= getAttributesKeyColumnIndex()) {
            throw new BadTsvLineException("No attributes specified");
          } else if (hasCellVisibility() && tabOffsets.size() <= getCellVisibilityColumnIndex()) {
            throw new BadTsvLineException("No cell visibility specified");
          } else if (hasCellTTL() && tabOffsets.size() <= getCellTTLColumnIndex()) {
            throw new BadTsvLineException("No cell TTL specified");
          }
          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 long getTimestamp(long ts) throws BadTsvLineException {
            // Return ts if HBASE_TS_KEY is not configured in column spec
            if (!hasTimestamp()) {
              return ts;
            }
    
            String timeStampStr = Bytes.toString(lineBytes,
                getColumnOffset(timestampKeyColumnIndex),
                getColumnLength(timestampKeyColumnIndex));
            try {
              return Long.parseLong(timeStampStr);
            } catch (NumberFormatException nfe) {
              // treat this record as bad record
              throw new BadTsvLineException("Invalid timestamp " + timeStampStr);
            }
          }
    
          private String getAttributes() {
            if (!hasAttributes()) {
              return null;
            } else {
              return Bytes.toString(lineBytes, getColumnOffset(attrKeyColumnIndex),
                  getColumnLength(attrKeyColumnIndex));
            }
          }
    
          public String[] getIndividualAttributes() {
            String attributes = getAttributes();
            if (attributes != null) {
              return attributes.split(DEFAULT_MULTIPLE_ATTRIBUTES_SEPERATOR);
            } else {
              return null;
            }
          }
    
          public int getAttributeKeyOffset() {
            if (hasAttributes()) {
              return getColumnOffset(attrKeyColumnIndex);
            } else {
              return DEFAULT_ATTRIBUTES_COLUMN_INDEX;
            }
          }
    
          public int getAttributeKeyLength() {
            if (hasAttributes()) {
              return getColumnLength(attrKeyColumnIndex);
            } else {
              return DEFAULT_ATTRIBUTES_COLUMN_INDEX;
            }
          }
    
          public int getCellVisibilityColumnOffset() {
            if (hasCellVisibility()) {
              return getColumnOffset(cellVisibilityColumnIndex);
            } else {
              return DEFAULT_CELL_VISIBILITY_COLUMN_INDEX;
            }
          }
    
          public int getCellVisibilityColumnLength() {
            if (hasCellVisibility()) {
              return getColumnLength(cellVisibilityColumnIndex);
            } else {
              return DEFAULT_CELL_VISIBILITY_COLUMN_INDEX;
            }
          }
    
          public String getCellVisibility() {
            if (!hasCellVisibility()) {
              return null;
            } else {
              return Bytes.toString(lineBytes, getColumnOffset(cellVisibilityColumnIndex),
                  getColumnLength(cellVisibilityColumnIndex));
            }
          }
    
          public int getCellTTLColumnOffset() {
            if (hasCellTTL()) {
              return getColumnOffset(cellTTLColumnIndex);
            } else {
              return DEFAULT_CELL_TTL_COLUMN_INDEX;
            }
          }
    
          public int getCellTTLColumnLength() {
            if (hasCellTTL()) {
              return getColumnLength(cellTTLColumnIndex);
            } else {
              return DEFAULT_CELL_TTL_COLUMN_INDEX;
            }
          }
    
          public long getCellTTL() {
            if (!hasCellTTL()) {
              return 0;
            } else {
              return Bytes.toLong(lineBytes, getColumnOffset(cellTTLColumnIndex),
                  getColumnLength(cellTTLColumnIndex));
            }
          }
    
          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;
        }
    
        /**
         * Return starting position and length of row key from the specified line bytes.
         * @param lineBytes
         * @param length
         * @return Pair of row key offset and length.
         * @throws BadTsvLineException
         */
        public Pair<Integer, Integer> parseRowKey(byte[] lineBytes, int length)
            throws BadTsvLineException {
          int rkColumnIndex = 0;
          int startPos = 0, endPos = 0;
          for (int i = 0; i <= length; i++) {
            if (i == length || lineBytes[i] == separatorByte) {
              endPos = i - 1;
              if (rkColumnIndex++ == getRowKeyColumnIndex()) {
                if ((endPos + 1) == startPos) {
                  throw new BadTsvLineException("Empty value for ROW KEY.");
                }
                break;
              } else {
                startPos = endPos + 2;
              }
            }
            if (i == length) {
              throw new BadTsvLineException(
                  "Row key does not exist as number of columns in the line"
                      + " are less than row key position.");
            }
          }
          return new Pair<>(startPos, endPos - startPos + 1);
        }
      }
    
      /**
       * 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.
       */
      protected static Job createSubmittableJob(Configuration conf, String[] args)
          throws IOException, ClassNotFoundException {
        Job job = null;
        boolean isDryRun = conf.getBoolean(DRY_RUN_CONF_KEY, false);
        try (Connection connection = ConnectionFactory.createConnection(conf)) {
          try (Admin admin = connection.getAdmin()) {
            // Support non-XML supported characters
            // by re-encoding the passed separator as a Base64 string.
            String actualSeparator = conf.get(SEPARATOR_CONF_KEY);
            if (actualSeparator != null) {
              conf.set(SEPARATOR_CONF_KEY,
                  Bytes.toString(Base64.getEncoder().encode(actualSeparator.getBytes())));
            }
    
            // See if a non-default Mapper was set
            String mapperClassName = conf.get(MAPPER_CONF_KEY);
            Class mapperClass = mapperClassName != null? Class.forName(mapperClassName): DEFAULT_MAPPER;
    
            TableName tableName = TableName.valueOf(args[0]);
            Path inputDir = new Path(args[1]);
            String jobName = conf.get(JOB_NAME_CONF_KEY,NAME + "_" + tableName.getNameAsString());
            job = Job.getInstance(conf, jobName);
            job.setJarByClass(mapperClass);
            FileInputFormat.setInputPaths(job, inputDir);
            job.setInputFormatClass(TextInputFormat.class);
            job.setMapperClass(mapperClass);
            job.setMapOutputKeyClass(ImmutableBytesWritable.class);
            String hfileOutPath = conf.get(BULK_OUTPUT_CONF_KEY);
            String[] columns = conf.getStrings(COLUMNS_CONF_KEY);
            if(StringUtils.isNotEmpty(conf.get(CREDENTIALS_LOCATION))) {
              String fileLoc = conf.get(CREDENTIALS_LOCATION);
              Credentials cred = Credentials.readTokenStorageFile(new File(fileLoc), conf);
              job.getCredentials().addAll(cred);
            }
    
            if (hfileOutPath != null) {
              if (!admin.tableExists(tableName)) {
                LOG.warn(format("Table '%s' does not exist.", tableName));
                if ("yes".equalsIgnoreCase(conf.get(CREATE_TABLE_CONF_KEY, "yes"))) {
                  // TODO: this is backwards. Instead of depending on the existence of a table,
                  // create a sane splits file for HFileOutputFormat based on data sampling.
                  createTable(admin, tableName, columns);
                  if (isDryRun) {
                    LOG.warn("Dry run: Table will be deleted at end of dry run.");
                    synchronized (ImportTsv.class) {
                      DRY_RUN_TABLE_CREATED = true;
                    }
                  }
                } else {
                  String errorMsg =
                      format("Table '%s' does not exist and '%s' is set to no.", tableName,
                          CREATE_TABLE_CONF_KEY);
                  LOG.error(errorMsg);
                  throw new TableNotFoundException(errorMsg);
                }
              }
              try (Table table = connection.getTable(tableName);
                  RegionLocator regionLocator = connection.getRegionLocator(tableName)) {
                boolean noStrict = conf.getBoolean(NO_STRICT_COL_FAMILY, false);
                // if no.strict is false then check column family
                if(!noStrict) {
                  ArrayList<String> unmatchedFamilies = new ArrayList<>();
                  Set<String> cfSet = getColumnFamilies(columns);
                  TableDescriptor tDesc = table.getDescriptor();
                  for (String cf : cfSet) {
                    if(!tDesc.hasColumnFamily(Bytes.toBytes(cf))) {
                      unmatchedFamilies.add(cf);
                    }
                  }
                  if(unmatchedFamilies.size() > 0) {
                    ArrayList<String> familyNames = new ArrayList<>();
                    for (ColumnFamilyDescriptor family : table.getDescriptor().getColumnFamilies()) {
                      familyNames.add(family.getNameAsString());
                    }
                    String msg =
                        "Column Families " + unmatchedFamilies + " specified in " + COLUMNS_CONF_KEY
                        + " does not match with any of the table " + tableName
                        + " column families " + familyNames + ".
    "
                        + "To disable column family check, use -D" + NO_STRICT_COL_FAMILY
                        + "=true.
    ";
                    usage(msg);
                    System.exit(-1);
                  }
                }
                if (mapperClass.equals(TsvImporterTextMapper.class)) {
                  job.setMapOutputValueClass(Text.class);
                  job.setReducerClass(TextSortReducer.class);
                } else {
                  job.setMapOutputValueClass(Put.class);
                  job.setCombinerClass(PutCombiner.class);
                  job.setReducerClass(PutSortReducer.class);
                }
                if (!isDryRun) {
                  Path outputDir = new Path(hfileOutPath);
                  FileOutputFormat.setOutputPath(job, outputDir);
                  HFileOutputFormat2.configureIncrementalLoad(job, table.getDescriptor(),
                      regionLocator);
                }
              }
            } else {
              if (!admin.tableExists(tableName)) {
                String errorMsg = format("Table '%s' does not exist.", tableName);
                LOG.error(errorMsg);
                throw new TableNotFoundException(errorMsg);
              }
              if (mapperClass.equals(TsvImporterTextMapper.class)) {
                usage(TsvImporterTextMapper.class.toString()
                    + " should not be used for non bulkloading case. use "
                    + TsvImporterMapper.class.toString()
                    + " or custom mapper whose value type is Put.");
                System.exit(-1);
              }
              if (!isDryRun) {
                // No reducers. Just write straight to table. Call initTableReducerJob
                // to set up the TableOutputFormat.
                TableMapReduceUtil.initTableReducerJob(tableName.getNameAsString(), null, job);
              }
              job.setNumReduceTasks(0);
            }
            if (isDryRun) {
              job.setOutputFormatClass(NullOutputFormat.class);
              job.getConfiguration().setStrings("io.serializations",
                  job.getConfiguration().get("io.serializations"),
                  MutationSerialization.class.getName(), ResultSerialization.class.getName(),
                  CellSerialization.class.getName());
            }
            TableMapReduceUtil.addDependencyJars(job);
            TableMapReduceUtil.addDependencyJarsForClasses(job.getConfiguration(),
                org.apache.hbase.thirdparty.com.google.common.base.Function.class /* Guava used by TsvParser */);
          }
        }
        return job;
      }
    
      private static void createTable(Admin admin, TableName tableName, String[] columns)
          throws IOException {
        HTableDescriptor htd = new HTableDescriptor(tableName);
        Set<String> cfSet = getColumnFamilies(columns);
        for (String cf : cfSet) {
          HColumnDescriptor hcd = new HColumnDescriptor(Bytes.toBytes(cf));
          htd.addFamily(hcd);
        }
        LOG.warn(format("Creating table '%s' with '%s' columns and default descriptors.",
          tableName, cfSet));
        admin.createTable(htd);
      }
    
      private static void deleteTable(Configuration conf, String[] args) {
        TableName tableName = TableName.valueOf(args[0]);
        try (Connection connection = ConnectionFactory.createConnection(conf);
             Admin admin = connection.getAdmin()) {
          try {
            admin.disableTable(tableName);
          } catch (TableNotEnabledException e) {
            LOG.debug("Dry mode: Table: " + tableName + " already disabled, so just deleting it.");
          }
          admin.deleteTable(tableName);
        } catch (IOException e) {
          LOG.error(format("***Dry run: Failed to delete table '%s'.***%n%s", tableName,
              e.toString()));
          return;
        }
        LOG.info(format("Dry run: Deleted table '%s'.", tableName));
      }
    
      private static Set<String> getColumnFamilies(String[] columns) {
        Set<String> cfSet = new HashSet<>();
        for (String aColumn : columns) {
          if (TsvParser.ROWKEY_COLUMN_SPEC.equals(aColumn)
              || TsvParser.TIMESTAMPKEY_COLUMN_SPEC.equals(aColumn)
              || TsvParser.CELL_VISIBILITY_COLUMN_SPEC.equals(aColumn)
              || TsvParser.CELL_TTL_COLUMN_SPEC.equals(aColumn)
              || TsvParser.ATTRIBUTES_COLUMN_SPEC.equals(aColumn))
            continue;
          // we are only concerned with the first one (in case this is a cf:cq)
          cfSet.add(aColumn.split(":", 2)[0]);
        }
        return cfSet;
      }
    
      /*
       * @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 + " -D"+ COLUMNS_CONF_KEY + "=a,b,c <tablename> <inputdir>
    " +
          "
    " +
          "Imports the given input directory of TSV data into the specified table.
    " +
          "
    " +
          "The column names of the TSV data must be specified using the -D" + COLUMNS_CONF_KEY + "
    " +
          "option. This option takes the form of comma-separated column names, where each
    " +
          "column name is either a simple column family, or a columnfamily:qualifier. The special
    " +
          "column name " + TsvParser.ROWKEY_COLUMN_SPEC + " is used to designate that this column should be used
    " +
          "as the row key for each imported record. You must specify exactly one column
    " +
          "to be the row key, and you must specify a column name for every column that exists in the
    " +
          "input data. Another special column" + TsvParser.TIMESTAMPKEY_COLUMN_SPEC +
          " designates that this column should be
    " +
          "used as timestamp for each record. Unlike " + TsvParser.ROWKEY_COLUMN_SPEC + ", " +
          TsvParser.TIMESTAMPKEY_COLUMN_SPEC + " is optional." + "
    " +
          "You must specify at most one column as timestamp key for each imported record.
    " +
          "Record with invalid timestamps (blank, non-numeric) will be treated as bad record.
    " +
          "Note: if you use this option, then '" + TIMESTAMP_CONF_KEY + "' option will be ignored.
    " +
          "
    " +
          "Other special columns that can be specified are " + TsvParser.CELL_TTL_COLUMN_SPEC +
          " and " + TsvParser.CELL_VISIBILITY_COLUMN_SPEC + ".
    " +
          TsvParser.CELL_TTL_COLUMN_SPEC + " designates that this column will be used " +
          "as a Cell's Time To Live (TTL) attribute.
    " +
          TsvParser.CELL_VISIBILITY_COLUMN_SPEC + " designates that this column contains the " +
          "visibility label expression.
    " +
          "
    " +
          TsvParser.ATTRIBUTES_COLUMN_SPEC+" can be used to specify Operation Attributes per record.
    "+
          " Should be specified as key=>value where "+TsvParser.DEFAULT_ATTRIBUTES_COLUMN_INDEX+ " is used 
    "+
          " as the seperator.  Note that more than one OperationAttributes can be specified.
    "+
          "By default importtsv will load data directly into HBase. To instead generate
    " +
          "HFiles of data to prepare for a bulk data load, pass the option:
    " +
          "  -D" + BULK_OUTPUT_CONF_KEY + "=/path/for/output
    " +
          "  Note: if you do not use this option, then the target table must already exist in HBase
    " +
          "
    " +
          "Other options that may be specified with -D include:
    " +
          "  -D" + DRY_RUN_CONF_KEY + "=true - Dry run mode. Data is not actually populated into" +
          " table. If table does not exist, it is created but deleted in the end.
    " +
          "  -D" + SKIP_LINES_CONF_KEY + "=false - fail if encountering an invalid line
    " +
          "  -D" + LOG_BAD_LINES_CONF_KEY + "=true - logs invalid lines to stderr
    " +
          "  -D" + SKIP_EMPTY_COLUMNS + "=false - If true then skip empty columns in bulk import
    " +
          "  '-D" + SEPARATOR_CONF_KEY + "=|' - eg separate on pipes instead of tabs
    " +
          "  -D" + TIMESTAMP_CONF_KEY + "=currentTimeAsLong - use the specified timestamp for the import
    " +
          "  -D" + MAPPER_CONF_KEY + "=my.Mapper - A user-defined Mapper to use instead of " +
          DEFAULT_MAPPER.getName() + "
    " +
          "  -D" + JOB_NAME_CONF_KEY + "=jobName - use the specified mapreduce job name for the import
    " +
          "  -D" + CREATE_TABLE_CONF_KEY + "=no - can be used to avoid creation of table by this tool
    " +
          "  Note: if you set this to 'no', then the target table must already exist in HBase
    " +
          "  -D" + NO_STRICT_COL_FAMILY + "=true - ignore column family check in hbase table. " +
          "Default is false
    
    " +
          "For performance consider the following options:
    " +
          "  -Dmapreduce.map.speculative=false
    " +
          "  -Dmapreduce.reduce.speculative=false";
    
        System.err.println(usage);
      }
    
      @Override
      public int run(String[] args) throws Exception {
        if (args.length < 2) {
          usage("Wrong number of arguments: " + args.length);
          return -1;
        }
    
        // When MAPPER_CONF_KEY is null, the user wants to use the provided TsvImporterMapper, so
        // perform validation on these additional args. When it's not null, user has provided their
        // own mapper, thus these validation are not relevant.
        // TODO: validation for TsvImporterMapper, not this tool. Move elsewhere.
        if (null == getConf().get(MAPPER_CONF_KEY)) {
          // Make sure columns are specified
          String[] columns = getConf().getStrings(COLUMNS_CONF_KEY);
          if (columns == null) {
            usage("No columns specified. Please specify with -D" +
                COLUMNS_CONF_KEY+"=...");
            return -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);
            return -1;
          }
    
          // Make sure we have at most one column as the timestamp key
          int tskeysFound = 0;
          for (String col : columns) {
            if (col.equals(TsvParser.TIMESTAMPKEY_COLUMN_SPEC))
              tskeysFound++;
          }
          if (tskeysFound > 1) {
            usage("Must specify at most one column as "
                + TsvParser.TIMESTAMPKEY_COLUMN_SPEC);
            return -1;
          }
    
          int attrKeysFound = 0;
          for (String col : columns) {
            if (col.equals(TsvParser.ATTRIBUTES_COLUMN_SPEC))
              attrKeysFound++;
          }
          if (attrKeysFound > 1) {
            usage("Must specify at most one column as "
                + TsvParser.ATTRIBUTES_COLUMN_SPEC);
            return -1;
          }
    
          // Make sure one or more columns are specified excluding rowkey and
          // timestamp key
          if (columns.length - (rowkeysFound + tskeysFound + attrKeysFound) < 1) {
            usage("One or more columns in addition to the row key and timestamp(optional) are required");
            return -1;
          }
        }
    
        // If timestamp option is not specified, use current system time.
        long timstamp = getConf().getLong(TIMESTAMP_CONF_KEY, System.currentTimeMillis());
    
        // Set it back to replace invalid timestamp (non-numeric) with current
        // system time
        getConf().setLong(TIMESTAMP_CONF_KEY, timstamp);
    
        synchronized (ImportTsv.class) {
          DRY_RUN_TABLE_CREATED = false;
        }
        Job job = createSubmittableJob(getConf(), args);
        boolean success = job.waitForCompletion(true);
        boolean delete = false;
        synchronized (ImportTsv.class) {
          delete = DRY_RUN_TABLE_CREATED;
        }
        if (delete) {
          deleteTable(getConf(), args);
        }
        return success ? 0 : 1;
      }
    
      public static void main(String[] args) throws Exception {
        int status = ToolRunner.run(HBaseConfiguration.create(), new ImportTsv(), args);
        System.exit(status);
      }
    }
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  • 原文地址:https://www.cnblogs.com/felixzh/p/10273810.html
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